{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读入汇率数据 `exchange-2016-2018.csv`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>us_yuan</th>\n",
       "      <th>aud_yuan</th>\n",
       "      <th>euro_yuan</th>\n",
       "      <th>pound_yuan</th>\n",
       "      <th>yen_yuan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016/1/4</td>\n",
       "      <td>6.53</td>\n",
       "      <td>4.694</td>\n",
       "      <td>7.075</td>\n",
       "      <td>9.603</td>\n",
       "      <td>0.055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016/1/5</td>\n",
       "      <td>6.52</td>\n",
       "      <td>4.670</td>\n",
       "      <td>7.011</td>\n",
       "      <td>9.588</td>\n",
       "      <td>0.055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016/1/6</td>\n",
       "      <td>6.56</td>\n",
       "      <td>4.639</td>\n",
       "      <td>7.069</td>\n",
       "      <td>9.577</td>\n",
       "      <td>0.055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016/1/7</td>\n",
       "      <td>6.59</td>\n",
       "      <td>4.621</td>\n",
       "      <td>7.202</td>\n",
       "      <td>9.620</td>\n",
       "      <td>0.056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016/1/8</td>\n",
       "      <td>6.59</td>\n",
       "      <td>4.583</td>\n",
       "      <td>7.194</td>\n",
       "      <td>9.551</td>\n",
       "      <td>0.056</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       date  us_yuan  aud_yuan  euro_yuan  pound_yuan  yen_yuan\n",
       "0  2016/1/4     6.53     4.694      7.075       9.603     0.055\n",
       "1  2016/1/5     6.52     4.670      7.011       9.588     0.055\n",
       "2  2016/1/6     6.56     4.639      7.069       9.577     0.055\n",
       "3  2016/1/7     6.59     4.621      7.202       9.620     0.056\n",
       "4  2016/1/8     6.59     4.583      7.194       9.551     0.056"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exchange = pd.read_csv('exchange-2016-2018.csv')\n",
    "exchange.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 将date列解析为时间格式，并作为索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "datetime64[ns]\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>us_yuan</th>\n",
       "      <th>aud_yuan</th>\n",
       "      <th>euro_yuan</th>\n",
       "      <th>pound_yuan</th>\n",
       "      <th>yen_yuan</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-04</th>\n",
       "      <td>6.53</td>\n",
       "      <td>4.694</td>\n",
       "      <td>7.075</td>\n",
       "      <td>9.603</td>\n",
       "      <td>0.055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>6.52</td>\n",
       "      <td>4.670</td>\n",
       "      <td>7.011</td>\n",
       "      <td>9.588</td>\n",
       "      <td>0.055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>6.56</td>\n",
       "      <td>4.639</td>\n",
       "      <td>7.069</td>\n",
       "      <td>9.577</td>\n",
       "      <td>0.055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>6.59</td>\n",
       "      <td>4.621</td>\n",
       "      <td>7.202</td>\n",
       "      <td>9.620</td>\n",
       "      <td>0.056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>6.59</td>\n",
       "      <td>4.583</td>\n",
       "      <td>7.194</td>\n",
       "      <td>9.551</td>\n",
       "      <td>0.056</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            us_yuan  aud_yuan  euro_yuan  pound_yuan  yen_yuan\n",
       "date                                                          \n",
       "2016-01-04     6.53     4.694      7.075       9.603     0.055\n",
       "2016-01-05     6.52     4.670      7.011       9.588     0.055\n",
       "2016-01-06     6.56     4.639      7.069       9.577     0.055\n",
       "2016-01-07     6.59     4.621      7.202       9.620     0.056\n",
       "2016-01-08     6.59     4.583      7.194       9.551     0.056"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# exchange = pd.read_csv('exchange-2016-2018.csv', parse_dates=[0], index_col=0)\n",
    "exchange2 = exchange.set_index('date')\n",
    "exchange2.index = pd.to_datetime(exchange2.index)\n",
    "print(exchange2.index.dtype)\n",
    "exchange2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 统计每月各汇率开盘价、最高、最低和平均价"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">us_yuan</th>\n",
       "      <th colspan=\"4\" halign=\"left\">aud_yuan</th>\n",
       "      <th colspan=\"4\" halign=\"left\">euro_yuan</th>\n",
       "      <th colspan=\"4\" halign=\"left\">pound_yuan</th>\n",
       "      <th colspan=\"4\" halign=\"left\">yen_yuan</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>amin</th>\n",
       "      <th>amax</th>\n",
       "      <th>mean</th>\n",
       "      <th>open_price</th>\n",
       "      <th>amin</th>\n",
       "      <th>amax</th>\n",
       "      <th>mean</th>\n",
       "      <th>open_price</th>\n",
       "      <th>amin</th>\n",
       "      <th>amax</th>\n",
       "      <th>mean</th>\n",
       "      <th>open_price</th>\n",
       "      <th>amin</th>\n",
       "      <th>amax</th>\n",
       "      <th>mean</th>\n",
       "      <th>open_price</th>\n",
       "      <th>amin</th>\n",
       "      <th>amax</th>\n",
       "      <th>mean</th>\n",
       "      <th>open_price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-01</th>\n",
       "      <td>6.520</td>\n",
       "      <td>6.59</td>\n",
       "      <td>6.572632</td>\n",
       "      <td>6.530</td>\n",
       "      <td>4.516</td>\n",
       "      <td>4.694</td>\n",
       "      <td>4.605474</td>\n",
       "      <td>4.694</td>\n",
       "      <td>7.011</td>\n",
       "      <td>7.202</td>\n",
       "      <td>7.141579</td>\n",
       "      <td>7.075</td>\n",
       "      <td>9.347</td>\n",
       "      <td>9.620</td>\n",
       "      <td>9.466789</td>\n",
       "      <td>9.603</td>\n",
       "      <td>0.054</td>\n",
       "      <td>0.057</td>\n",
       "      <td>0.055684</td>\n",
       "      <td>0.055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-01</th>\n",
       "      <td>6.520</td>\n",
       "      <td>6.58</td>\n",
       "      <td>6.550500</td>\n",
       "      <td>6.580</td>\n",
       "      <td>4.631</td>\n",
       "      <td>4.725</td>\n",
       "      <td>4.676600</td>\n",
       "      <td>4.680</td>\n",
       "      <td>7.120</td>\n",
       "      <td>7.441</td>\n",
       "      <td>7.272750</td>\n",
       "      <td>7.168</td>\n",
       "      <td>9.082</td>\n",
       "      <td>9.606</td>\n",
       "      <td>9.363500</td>\n",
       "      <td>9.481</td>\n",
       "      <td>0.054</td>\n",
       "      <td>0.059</td>\n",
       "      <td>0.057150</td>\n",
       "      <td>0.054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-01</th>\n",
       "      <td>6.450</td>\n",
       "      <td>6.55</td>\n",
       "      <td>6.502609</td>\n",
       "      <td>6.550</td>\n",
       "      <td>4.699</td>\n",
       "      <td>4.966</td>\n",
       "      <td>4.883000</td>\n",
       "      <td>4.699</td>\n",
       "      <td>7.120</td>\n",
       "      <td>7.348</td>\n",
       "      <td>7.244652</td>\n",
       "      <td>7.120</td>\n",
       "      <td>9.110</td>\n",
       "      <td>9.377</td>\n",
       "      <td>9.267652</td>\n",
       "      <td>9.110</td>\n",
       "      <td>0.057</td>\n",
       "      <td>0.058</td>\n",
       "      <td>0.057565</td>\n",
       "      <td>0.057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-01</th>\n",
       "      <td>6.460</td>\n",
       "      <td>6.50</td>\n",
       "      <td>6.475238</td>\n",
       "      <td>6.480</td>\n",
       "      <td>4.850</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.962524</td>\n",
       "      <td>4.973</td>\n",
       "      <td>7.295</td>\n",
       "      <td>7.411</td>\n",
       "      <td>7.343667</td>\n",
       "      <td>7.380</td>\n",
       "      <td>9.111</td>\n",
       "      <td>9.474</td>\n",
       "      <td>9.271238</td>\n",
       "      <td>9.205</td>\n",
       "      <td>0.058</td>\n",
       "      <td>0.061</td>\n",
       "      <td>0.059048</td>\n",
       "      <td>0.058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-01</th>\n",
       "      <td>6.517</td>\n",
       "      <td>6.58</td>\n",
       "      <td>6.547545</td>\n",
       "      <td>6.518</td>\n",
       "      <td>4.709</td>\n",
       "      <td>4.774</td>\n",
       "      <td>4.734818</td>\n",
       "      <td>4.751</td>\n",
       "      <td>7.291</td>\n",
       "      <td>7.382</td>\n",
       "      <td>7.335182</td>\n",
       "      <td>7.382</td>\n",
       "      <td>9.392</td>\n",
       "      <td>9.624</td>\n",
       "      <td>9.537364</td>\n",
       "      <td>9.392</td>\n",
       "      <td>0.059</td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.059727</td>\n",
       "      <td>0.060</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           us_yuan                            aud_yuan                   \\\n",
       "              amin  amax      mean open_price     amin   amax      mean   \n",
       "date                                                                      \n",
       "2016-01-01   6.520  6.59  6.572632      6.530    4.516  4.694  4.605474   \n",
       "2016-02-01   6.520  6.58  6.550500      6.580    4.631  4.725  4.676600   \n",
       "2016-03-01   6.450  6.55  6.502609      6.550    4.699  4.966  4.883000   \n",
       "2016-04-01   6.460  6.50  6.475238      6.480    4.850  5.047  4.962524   \n",
       "2016-05-01   6.517  6.58  6.547545      6.518    4.709  4.774  4.734818   \n",
       "\n",
       "                      euro_yuan                             pound_yuan         \\\n",
       "           open_price      amin   amax      mean open_price       amin   amax   \n",
       "date                                                                            \n",
       "2016-01-01      4.694     7.011  7.202  7.141579      7.075      9.347  9.620   \n",
       "2016-02-01      4.680     7.120  7.441  7.272750      7.168      9.082  9.606   \n",
       "2016-03-01      4.699     7.120  7.348  7.244652      7.120      9.110  9.377   \n",
       "2016-04-01      4.973     7.295  7.411  7.343667      7.380      9.111  9.474   \n",
       "2016-05-01      4.751     7.291  7.382  7.335182      7.382      9.392  9.624   \n",
       "\n",
       "                                yen_yuan                              \n",
       "                mean open_price     amin   amax      mean open_price  \n",
       "date                                                                  \n",
       "2016-01-01  9.466789      9.603    0.054  0.057  0.055684      0.055  \n",
       "2016-02-01  9.363500      9.481    0.054  0.059  0.057150      0.054  \n",
       "2016-03-01  9.267652      9.110    0.057  0.058  0.057565      0.057  \n",
       "2016-04-01  9.271238      9.205    0.058  0.061  0.059048      0.058  \n",
       "2016-05-01  9.537364      9.392    0.059  0.060  0.059727      0.060  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = exchange2.resample('MS')\n",
    "# x.agg(['min', 'mean', 'max'])\n",
    "def open_price(x):\n",
    "    return x[0]\n",
    "aggregated = x.agg([np.min, np.max, np.mean, open_price])\n",
    "aggregated.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11cccef0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aggregated['us_yuan'].plot(figsize=(20, 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">us_yuan</th>\n",
       "      <th colspan=\"4\" halign=\"left\">aud_yuan</th>\n",
       "      <th colspan=\"4\" halign=\"left\">euro_yuan</th>\n",
       "      <th colspan=\"4\" halign=\"left\">pound_yuan</th>\n",
       "      <th colspan=\"4\" halign=\"left\">yen_yuan</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-01</th>\n",
       "      <td>6.530</td>\n",
       "      <td>6.59</td>\n",
       "      <td>6.520</td>\n",
       "      <td>6.58</td>\n",
       "      <td>4.694</td>\n",
       "      <td>4.694</td>\n",
       "      <td>4.516</td>\n",
       "      <td>4.660</td>\n",
       "      <td>7.075</td>\n",
       "      <td>7.202</td>\n",
       "      <td>7.011</td>\n",
       "      <td>7.129</td>\n",
       "      <td>9.603</td>\n",
       "      <td>9.620</td>\n",
       "      <td>9.347</td>\n",
       "      <td>9.347</td>\n",
       "      <td>0.055</td>\n",
       "      <td>0.057</td>\n",
       "      <td>0.054</td>\n",
       "      <td>0.054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-01</th>\n",
       "      <td>6.580</td>\n",
       "      <td>6.58</td>\n",
       "      <td>6.520</td>\n",
       "      <td>6.55</td>\n",
       "      <td>4.680</td>\n",
       "      <td>4.725</td>\n",
       "      <td>4.631</td>\n",
       "      <td>4.679</td>\n",
       "      <td>7.168</td>\n",
       "      <td>7.441</td>\n",
       "      <td>7.120</td>\n",
       "      <td>7.120</td>\n",
       "      <td>9.481</td>\n",
       "      <td>9.606</td>\n",
       "      <td>9.082</td>\n",
       "      <td>9.110</td>\n",
       "      <td>0.054</td>\n",
       "      <td>0.059</td>\n",
       "      <td>0.054</td>\n",
       "      <td>0.058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-01</th>\n",
       "      <td>6.550</td>\n",
       "      <td>6.55</td>\n",
       "      <td>6.450</td>\n",
       "      <td>6.45</td>\n",
       "      <td>4.699</td>\n",
       "      <td>4.966</td>\n",
       "      <td>4.699</td>\n",
       "      <td>4.939</td>\n",
       "      <td>7.120</td>\n",
       "      <td>7.348</td>\n",
       "      <td>7.120</td>\n",
       "      <td>7.338</td>\n",
       "      <td>9.110</td>\n",
       "      <td>9.377</td>\n",
       "      <td>9.110</td>\n",
       "      <td>9.294</td>\n",
       "      <td>0.057</td>\n",
       "      <td>0.058</td>\n",
       "      <td>0.057</td>\n",
       "      <td>0.057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-01</th>\n",
       "      <td>6.480</td>\n",
       "      <td>6.50</td>\n",
       "      <td>6.460</td>\n",
       "      <td>6.47</td>\n",
       "      <td>4.973</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.850</td>\n",
       "      <td>4.920</td>\n",
       "      <td>7.380</td>\n",
       "      <td>7.411</td>\n",
       "      <td>7.295</td>\n",
       "      <td>7.411</td>\n",
       "      <td>9.205</td>\n",
       "      <td>9.474</td>\n",
       "      <td>9.111</td>\n",
       "      <td>9.445</td>\n",
       "      <td>0.058</td>\n",
       "      <td>0.061</td>\n",
       "      <td>0.058</td>\n",
       "      <td>0.061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-01</th>\n",
       "      <td>6.518</td>\n",
       "      <td>6.58</td>\n",
       "      <td>6.517</td>\n",
       "      <td>6.58</td>\n",
       "      <td>4.751</td>\n",
       "      <td>4.774</td>\n",
       "      <td>4.709</td>\n",
       "      <td>4.761</td>\n",
       "      <td>7.382</td>\n",
       "      <td>7.382</td>\n",
       "      <td>7.291</td>\n",
       "      <td>7.327</td>\n",
       "      <td>9.392</td>\n",
       "      <td>9.624</td>\n",
       "      <td>9.392</td>\n",
       "      <td>9.564</td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.059</td>\n",
       "      <td>0.059</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           us_yuan                    aud_yuan                      euro_yuan  \\\n",
       "              open  high    low close     open   high    low  close      open   \n",
       "date                                                                            \n",
       "2016-01-01   6.530  6.59  6.520  6.58    4.694  4.694  4.516  4.660     7.075   \n",
       "2016-02-01   6.580  6.58  6.520  6.55    4.680  4.725  4.631  4.679     7.168   \n",
       "2016-03-01   6.550  6.55  6.450  6.45    4.699  4.966  4.699  4.939     7.120   \n",
       "2016-04-01   6.480  6.50  6.460  6.47    4.973  5.047  4.850  4.920     7.380   \n",
       "2016-05-01   6.518  6.58  6.517  6.58    4.751  4.774  4.709  4.761     7.382   \n",
       "\n",
       "                                pound_yuan                      yen_yuan  \\\n",
       "             high    low  close       open   high    low  close     open   \n",
       "date                                                                       \n",
       "2016-01-01  7.202  7.011  7.129      9.603  9.620  9.347  9.347    0.055   \n",
       "2016-02-01  7.441  7.120  7.120      9.481  9.606  9.082  9.110    0.054   \n",
       "2016-03-01  7.348  7.120  7.338      9.110  9.377  9.110  9.294    0.057   \n",
       "2016-04-01  7.411  7.295  7.411      9.205  9.474  9.111  9.445    0.058   \n",
       "2016-05-01  7.382  7.291  7.327      9.392  9.624  9.392  9.564    0.060   \n",
       "\n",
       "                                 \n",
       "             high    low  close  \n",
       "date                             \n",
       "2016-01-01  0.057  0.054  0.054  \n",
       "2016-02-01  0.059  0.054  0.058  \n",
       "2016-03-01  0.058  0.057  0.057  \n",
       "2016-04-01  0.061  0.058  0.061  \n",
       "2016-05-01  0.060  0.059  0.059  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ohlc = x.ohlc()\n",
    "ohlc.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x131e0df0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ohlc['us_yuan'].plot(figsize=(20, 10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 计算并绘制汇率的5日、10日和30日均线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>us_yuan</th>\n",
       "      <th>aud_yuan</th>\n",
       "      <th>euro_yuan</th>\n",
       "      <th>pound_yuan</th>\n",
       "      <th>yen_yuan</th>\n",
       "      <th>us_yuan</th>\n",
       "      <th>aud_yuan</th>\n",
       "      <th>euro_yuan</th>\n",
       "      <th>pound_yuan</th>\n",
       "      <th>yen_yuan</th>\n",
       "      <th>us_yuan</th>\n",
       "      <th>aud_yuan</th>\n",
       "      <th>euro_yuan</th>\n",
       "      <th>pound_yuan</th>\n",
       "      <th>yen_yuan</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>5D</th>\n",
       "      <th>5D</th>\n",
       "      <th>5D</th>\n",
       "      <th>5D</th>\n",
       "      <th>5D</th>\n",
       "      <th>10D</th>\n",
       "      <th>10D</th>\n",
       "      <th>10D</th>\n",
       "      <th>10D</th>\n",
       "      <th>10D</th>\n",
       "      <th>30D</th>\n",
       "      <th>30D</th>\n",
       "      <th>30D</th>\n",
       "      <th>30D</th>\n",
       "      <th>30D</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-04</th>\n",
       "      <td>6.530000</td>\n",
       "      <td>4.694000</td>\n",
       "      <td>7.075000</td>\n",
       "      <td>9.603000</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>6.530000</td>\n",
       "      <td>4.694000</td>\n",
       "      <td>7.075000</td>\n",
       "      <td>9.603000</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>6.530000</td>\n",
       "      <td>4.694000</td>\n",
       "      <td>7.075000</td>\n",
       "      <td>9.603000</td>\n",
       "      <td>0.055000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>6.525000</td>\n",
       "      <td>4.682000</td>\n",
       "      <td>7.043000</td>\n",
       "      <td>9.595500</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>6.525000</td>\n",
       "      <td>4.682000</td>\n",
       "      <td>7.043000</td>\n",
       "      <td>9.595500</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>6.525000</td>\n",
       "      <td>4.682000</td>\n",
       "      <td>7.043000</td>\n",
       "      <td>9.595500</td>\n",
       "      <td>0.055000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>6.536667</td>\n",
       "      <td>4.667667</td>\n",
       "      <td>7.051667</td>\n",
       "      <td>9.589333</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>6.536667</td>\n",
       "      <td>4.667667</td>\n",
       "      <td>7.051667</td>\n",
       "      <td>9.589333</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>6.536667</td>\n",
       "      <td>4.667667</td>\n",
       "      <td>7.051667</td>\n",
       "      <td>9.589333</td>\n",
       "      <td>0.055000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>6.550000</td>\n",
       "      <td>4.656000</td>\n",
       "      <td>7.089250</td>\n",
       "      <td>9.597000</td>\n",
       "      <td>0.055250</td>\n",
       "      <td>6.550000</td>\n",
       "      <td>4.656000</td>\n",
       "      <td>7.089250</td>\n",
       "      <td>9.597000</td>\n",
       "      <td>0.055250</td>\n",
       "      <td>6.550000</td>\n",
       "      <td>4.656000</td>\n",
       "      <td>7.089250</td>\n",
       "      <td>9.597000</td>\n",
       "      <td>0.055250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>6.558000</td>\n",
       "      <td>4.641400</td>\n",
       "      <td>7.110200</td>\n",
       "      <td>9.587800</td>\n",
       "      <td>0.055400</td>\n",
       "      <td>6.558000</td>\n",
       "      <td>4.641400</td>\n",
       "      <td>7.110200</td>\n",
       "      <td>9.587800</td>\n",
       "      <td>0.055400</td>\n",
       "      <td>6.558000</td>\n",
       "      <td>4.641400</td>\n",
       "      <td>7.110200</td>\n",
       "      <td>9.587800</td>\n",
       "      <td>0.055400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>6.583333</td>\n",
       "      <td>4.599333</td>\n",
       "      <td>7.176667</td>\n",
       "      <td>9.587333</td>\n",
       "      <td>0.056000</td>\n",
       "      <td>6.560000</td>\n",
       "      <td>4.633500</td>\n",
       "      <td>7.114167</td>\n",
       "      <td>9.588333</td>\n",
       "      <td>0.055500</td>\n",
       "      <td>6.560000</td>\n",
       "      <td>4.633500</td>\n",
       "      <td>7.114167</td>\n",
       "      <td>9.588333</td>\n",
       "      <td>0.055500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-12</th>\n",
       "      <td>6.576667</td>\n",
       "      <td>4.589333</td>\n",
       "      <td>7.154000</td>\n",
       "      <td>9.536333</td>\n",
       "      <td>0.056000</td>\n",
       "      <td>6.561429</td>\n",
       "      <td>4.627429</td>\n",
       "      <td>7.117000</td>\n",
       "      <td>9.571000</td>\n",
       "      <td>0.055571</td>\n",
       "      <td>6.561429</td>\n",
       "      <td>4.627429</td>\n",
       "      <td>7.117000</td>\n",
       "      <td>9.571000</td>\n",
       "      <td>0.055571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-13</th>\n",
       "      <td>6.570000</td>\n",
       "      <td>4.584667</td>\n",
       "      <td>7.139000</td>\n",
       "      <td>9.526667</td>\n",
       "      <td>0.056000</td>\n",
       "      <td>6.562500</td>\n",
       "      <td>4.620125</td>\n",
       "      <td>7.121000</td>\n",
       "      <td>9.564875</td>\n",
       "      <td>0.055625</td>\n",
       "      <td>6.562500</td>\n",
       "      <td>4.620125</td>\n",
       "      <td>7.121000</td>\n",
       "      <td>9.564875</td>\n",
       "      <td>0.055625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-14</th>\n",
       "      <td>6.575000</td>\n",
       "      <td>4.589000</td>\n",
       "      <td>7.145000</td>\n",
       "      <td>9.519000</td>\n",
       "      <td>0.056000</td>\n",
       "      <td>6.570000</td>\n",
       "      <td>4.608625</td>\n",
       "      <td>7.132000</td>\n",
       "      <td>9.551500</td>\n",
       "      <td>0.055750</td>\n",
       "      <td>6.565556</td>\n",
       "      <td>4.618111</td>\n",
       "      <td>7.125667</td>\n",
       "      <td>9.557222</td>\n",
       "      <td>0.055667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-15</th>\n",
       "      <td>6.576000</td>\n",
       "      <td>4.574400</td>\n",
       "      <td>7.152600</td>\n",
       "      <td>9.497800</td>\n",
       "      <td>0.056000</td>\n",
       "      <td>6.577500</td>\n",
       "      <td>4.589375</td>\n",
       "      <td>7.153500</td>\n",
       "      <td>9.529625</td>\n",
       "      <td>0.055875</td>\n",
       "      <td>6.567000</td>\n",
       "      <td>4.607900</td>\n",
       "      <td>7.131400</td>\n",
       "      <td>9.542800</td>\n",
       "      <td>0.055700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-19</th>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.531500</td>\n",
       "      <td>7.179500</td>\n",
       "      <td>9.380000</td>\n",
       "      <td>0.056000</td>\n",
       "      <td>6.576667</td>\n",
       "      <td>4.569833</td>\n",
       "      <td>7.156500</td>\n",
       "      <td>9.472667</td>\n",
       "      <td>0.056000</td>\n",
       "      <td>6.568182</td>\n",
       "      <td>4.602364</td>\n",
       "      <td>7.135455</td>\n",
       "      <td>9.525000</td>\n",
       "      <td>0.055727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-20</th>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.545500</td>\n",
       "      <td>7.172000</td>\n",
       "      <td>9.347000</td>\n",
       "      <td>0.056500</td>\n",
       "      <td>6.577143</td>\n",
       "      <td>4.566143</td>\n",
       "      <td>7.158143</td>\n",
       "      <td>9.454714</td>\n",
       "      <td>0.056143</td>\n",
       "      <td>6.569167</td>\n",
       "      <td>4.597500</td>\n",
       "      <td>7.138167</td>\n",
       "      <td>9.510167</td>\n",
       "      <td>0.055833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-21</th>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.565333</td>\n",
       "      <td>7.165333</td>\n",
       "      <td>9.347000</td>\n",
       "      <td>0.056333</td>\n",
       "      <td>6.578571</td>\n",
       "      <td>4.567714</td>\n",
       "      <td>7.160714</td>\n",
       "      <td>9.419857</td>\n",
       "      <td>0.056143</td>\n",
       "      <td>6.570000</td>\n",
       "      <td>4.598077</td>\n",
       "      <td>7.139231</td>\n",
       "      <td>9.497615</td>\n",
       "      <td>0.055846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-22</th>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.576000</td>\n",
       "      <td>7.150500</td>\n",
       "      <td>9.363500</td>\n",
       "      <td>0.056250</td>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.570143</td>\n",
       "      <td>7.156714</td>\n",
       "      <td>9.412143</td>\n",
       "      <td>0.056143</td>\n",
       "      <td>6.570714</td>\n",
       "      <td>4.598786</td>\n",
       "      <td>7.136857</td>\n",
       "      <td>9.491571</td>\n",
       "      <td>0.055857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-25</th>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.596333</td>\n",
       "      <td>7.131667</td>\n",
       "      <td>9.369000</td>\n",
       "      <td>0.056000</td>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.576000</td>\n",
       "      <td>7.147800</td>\n",
       "      <td>9.360200</td>\n",
       "      <td>0.056200</td>\n",
       "      <td>6.571333</td>\n",
       "      <td>4.597267</td>\n",
       "      <td>7.136867</td>\n",
       "      <td>9.481933</td>\n",
       "      <td>0.055867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-26</th>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.597333</td>\n",
       "      <td>7.131667</td>\n",
       "      <td>9.391000</td>\n",
       "      <td>0.056000</td>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.581333</td>\n",
       "      <td>7.148500</td>\n",
       "      <td>9.369000</td>\n",
       "      <td>0.056167</td>\n",
       "      <td>6.571875</td>\n",
       "      <td>4.597938</td>\n",
       "      <td>7.137812</td>\n",
       "      <td>9.477625</td>\n",
       "      <td>0.055875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-27</th>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.602667</td>\n",
       "      <td>7.152333</td>\n",
       "      <td>9.391000</td>\n",
       "      <td>0.055667</td>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.587429</td>\n",
       "      <td>7.151286</td>\n",
       "      <td>9.375286</td>\n",
       "      <td>0.056000</td>\n",
       "      <td>6.572353</td>\n",
       "      <td>4.599471</td>\n",
       "      <td>7.139588</td>\n",
       "      <td>9.473824</td>\n",
       "      <td>0.055824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-28</th>\n",
       "      <td>6.577500</td>\n",
       "      <td>4.615250</td>\n",
       "      <td>7.161250</td>\n",
       "      <td>9.410000</td>\n",
       "      <td>0.055500</td>\n",
       "      <td>6.578750</td>\n",
       "      <td>4.595625</td>\n",
       "      <td>7.155875</td>\n",
       "      <td>9.386750</td>\n",
       "      <td>0.055875</td>\n",
       "      <td>6.572222</td>\n",
       "      <td>4.602444</td>\n",
       "      <td>7.142278</td>\n",
       "      <td>9.473444</td>\n",
       "      <td>0.055778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-29</th>\n",
       "      <td>6.578000</td>\n",
       "      <td>4.624200</td>\n",
       "      <td>7.154800</td>\n",
       "      <td>9.397400</td>\n",
       "      <td>0.055200</td>\n",
       "      <td>6.578750</td>\n",
       "      <td>4.609750</td>\n",
       "      <td>7.150000</td>\n",
       "      <td>9.386750</td>\n",
       "      <td>0.055625</td>\n",
       "      <td>6.572632</td>\n",
       "      <td>4.605474</td>\n",
       "      <td>7.141579</td>\n",
       "      <td>9.466789</td>\n",
       "      <td>0.055684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-01</th>\n",
       "      <td>6.576667</td>\n",
       "      <td>4.664333</td>\n",
       "      <td>7.161667</td>\n",
       "      <td>9.431667</td>\n",
       "      <td>0.054333</td>\n",
       "      <td>6.578333</td>\n",
       "      <td>4.633500</td>\n",
       "      <td>7.157000</td>\n",
       "      <td>9.411333</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>6.573000</td>\n",
       "      <td>4.609200</td>\n",
       "      <td>7.142900</td>\n",
       "      <td>9.467500</td>\n",
       "      <td>0.055600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-02</th>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.657000</td>\n",
       "      <td>7.160000</td>\n",
       "      <td>9.436333</td>\n",
       "      <td>0.054333</td>\n",
       "      <td>6.578571</td>\n",
       "      <td>4.633143</td>\n",
       "      <td>7.160714</td>\n",
       "      <td>9.421286</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>6.573333</td>\n",
       "      <td>4.610238</td>\n",
       "      <td>7.144810</td>\n",
       "      <td>9.468143</td>\n",
       "      <td>0.055571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-03</th>\n",
       "      <td>6.580000</td>\n",
       "      <td>4.676000</td>\n",
       "      <td>7.220667</td>\n",
       "      <td>9.522667</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>6.578750</td>\n",
       "      <td>4.643625</td>\n",
       "      <td>7.179500</td>\n",
       "      <td>9.444375</td>\n",
       "      <td>0.055125</td>\n",
       "      <td>6.575714</td>\n",
       "      <td>4.611333</td>\n",
       "      <td>7.156048</td>\n",
       "      <td>9.468286</td>\n",
       "      <td>0.055619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-04</th>\n",
       "      <td>6.575000</td>\n",
       "      <td>4.687750</td>\n",
       "      <td>7.254000</td>\n",
       "      <td>9.536250</td>\n",
       "      <td>0.055250</td>\n",
       "      <td>6.576250</td>\n",
       "      <td>4.662000</td>\n",
       "      <td>7.206625</td>\n",
       "      <td>9.473125</td>\n",
       "      <td>0.055125</td>\n",
       "      <td>6.577619</td>\n",
       "      <td>4.613857</td>\n",
       "      <td>7.172381</td>\n",
       "      <td>9.467762</td>\n",
       "      <td>0.055667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-05</th>\n",
       "      <td>6.574000</td>\n",
       "      <td>4.678800</td>\n",
       "      <td>7.269800</td>\n",
       "      <td>9.533400</td>\n",
       "      <td>0.055400</td>\n",
       "      <td>6.575000</td>\n",
       "      <td>4.666375</td>\n",
       "      <td>7.229250</td>\n",
       "      <td>9.486750</td>\n",
       "      <td>0.055125</td>\n",
       "      <td>6.578095</td>\n",
       "      <td>4.614048</td>\n",
       "      <td>7.184952</td>\n",
       "      <td>9.465143</td>\n",
       "      <td>0.055714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-08</th>\n",
       "      <td>6.566667</td>\n",
       "      <td>4.674000</td>\n",
       "      <td>7.348000</td>\n",
       "      <td>9.522000</td>\n",
       "      <td>0.056333</td>\n",
       "      <td>6.573333</td>\n",
       "      <td>4.675000</td>\n",
       "      <td>7.284333</td>\n",
       "      <td>9.522333</td>\n",
       "      <td>0.055667</td>\n",
       "      <td>6.576500</td>\n",
       "      <td>4.617350</td>\n",
       "      <td>7.192250</td>\n",
       "      <td>9.453200</td>\n",
       "      <td>0.055750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-09</th>\n",
       "      <td>6.570000</td>\n",
       "      <td>4.648333</td>\n",
       "      <td>7.368333</td>\n",
       "      <td>9.503667</td>\n",
       "      <td>0.056667</td>\n",
       "      <td>6.572857</td>\n",
       "      <td>4.670857</td>\n",
       "      <td>7.303000</td>\n",
       "      <td>9.522286</td>\n",
       "      <td>0.055857</td>\n",
       "      <td>6.576190</td>\n",
       "      <td>4.618714</td>\n",
       "      <td>7.202857</td>\n",
       "      <td>9.456476</td>\n",
       "      <td>0.055810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-10</th>\n",
       "      <td>6.570000</td>\n",
       "      <td>4.655000</td>\n",
       "      <td>7.395667</td>\n",
       "      <td>9.503667</td>\n",
       "      <td>0.057333</td>\n",
       "      <td>6.572500</td>\n",
       "      <td>4.669875</td>\n",
       "      <td>7.317000</td>\n",
       "      <td>9.522250</td>\n",
       "      <td>0.056125</td>\n",
       "      <td>6.576190</td>\n",
       "      <td>4.622000</td>\n",
       "      <td>7.216238</td>\n",
       "      <td>9.453190</td>\n",
       "      <td>0.055905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-11</th>\n",
       "      <td>6.570000</td>\n",
       "      <td>4.658750</td>\n",
       "      <td>7.407000</td>\n",
       "      <td>9.494500</td>\n",
       "      <td>0.057750</td>\n",
       "      <td>6.571250</td>\n",
       "      <td>4.668625</td>\n",
       "      <td>7.351125</td>\n",
       "      <td>9.520500</td>\n",
       "      <td>0.056750</td>\n",
       "      <td>6.576190</td>\n",
       "      <td>4.625762</td>\n",
       "      <td>7.230857</td>\n",
       "      <td>9.453190</td>\n",
       "      <td>0.056048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-12</th>\n",
       "      <td>6.570000</td>\n",
       "      <td>4.661600</td>\n",
       "      <td>7.405400</td>\n",
       "      <td>9.500000</td>\n",
       "      <td>0.057800</td>\n",
       "      <td>6.570000</td>\n",
       "      <td>4.673875</td>\n",
       "      <td>7.378125</td>\n",
       "      <td>9.525625</td>\n",
       "      <td>0.057125</td>\n",
       "      <td>6.576190</td>\n",
       "      <td>4.630714</td>\n",
       "      <td>7.242762</td>\n",
       "      <td>9.453190</td>\n",
       "      <td>0.056143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-16</th>\n",
       "      <td>6.545000</td>\n",
       "      <td>4.655000</td>\n",
       "      <td>7.334000</td>\n",
       "      <td>9.425000</td>\n",
       "      <td>0.057500</td>\n",
       "      <td>6.561667</td>\n",
       "      <td>4.657500</td>\n",
       "      <td>7.382667</td>\n",
       "      <td>9.471333</td>\n",
       "      <td>0.057667</td>\n",
       "      <td>6.572500</td>\n",
       "      <td>4.638200</td>\n",
       "      <td>7.251050</td>\n",
       "      <td>9.446800</td>\n",
       "      <td>0.056200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-17</th>\n",
       "      <td>6.525000</td>\n",
       "      <td>4.664000</td>\n",
       "      <td>7.266500</td>\n",
       "      <td>9.335000</td>\n",
       "      <td>0.057000</td>\n",
       "      <td>6.557143</td>\n",
       "      <td>4.662286</td>\n",
       "      <td>7.365714</td>\n",
       "      <td>9.452857</td>\n",
       "      <td>0.057571</td>\n",
       "      <td>6.570476</td>\n",
       "      <td>4.640714</td>\n",
       "      <td>7.251667</td>\n",
       "      <td>9.441810</td>\n",
       "      <td>0.056238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-18</th>\n",
       "      <td>6.523333</td>\n",
       "      <td>4.665000</td>\n",
       "      <td>7.259000</td>\n",
       "      <td>9.332667</td>\n",
       "      <td>0.057000</td>\n",
       "      <td>6.550000</td>\n",
       "      <td>4.663857</td>\n",
       "      <td>7.349571</td>\n",
       "      <td>9.433000</td>\n",
       "      <td>0.057571</td>\n",
       "      <td>6.567619</td>\n",
       "      <td>4.646429</td>\n",
       "      <td>7.254905</td>\n",
       "      <td>9.440905</td>\n",
       "      <td>0.056286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-19</th>\n",
       "      <td>6.522500</td>\n",
       "      <td>4.663750</td>\n",
       "      <td>7.259500</td>\n",
       "      <td>9.331500</td>\n",
       "      <td>0.057250</td>\n",
       "      <td>6.542857</td>\n",
       "      <td>4.665857</td>\n",
       "      <td>7.327571</td>\n",
       "      <td>9.405286</td>\n",
       "      <td>0.057714</td>\n",
       "      <td>6.564762</td>\n",
       "      <td>4.651952</td>\n",
       "      <td>7.259333</td>\n",
       "      <td>9.440000</td>\n",
       "      <td>0.056333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-22</th>\n",
       "      <td>6.520000</td>\n",
       "      <td>4.679333</td>\n",
       "      <td>7.231333</td>\n",
       "      <td>9.305667</td>\n",
       "      <td>0.057667</td>\n",
       "      <td>6.522000</td>\n",
       "      <td>4.673200</td>\n",
       "      <td>7.245400</td>\n",
       "      <td>9.317400</td>\n",
       "      <td>0.057400</td>\n",
       "      <td>6.561000</td>\n",
       "      <td>4.659450</td>\n",
       "      <td>7.268850</td>\n",
       "      <td>9.437050</td>\n",
       "      <td>0.056450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-23</th>\n",
       "      <td>6.523333</td>\n",
       "      <td>4.690667</td>\n",
       "      <td>7.216667</td>\n",
       "      <td>9.245000</td>\n",
       "      <td>0.058000</td>\n",
       "      <td>6.523333</td>\n",
       "      <td>4.677833</td>\n",
       "      <td>7.237833</td>\n",
       "      <td>9.288833</td>\n",
       "      <td>0.057500</td>\n",
       "      <td>6.559524</td>\n",
       "      <td>4.661429</td>\n",
       "      <td>7.265571</td>\n",
       "      <td>9.423190</td>\n",
       "      <td>0.056524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-24</th>\n",
       "      <td>6.526667</td>\n",
       "      <td>4.703333</td>\n",
       "      <td>7.193667</td>\n",
       "      <td>9.163000</td>\n",
       "      <td>0.058333</td>\n",
       "      <td>6.524286</td>\n",
       "      <td>4.680714</td>\n",
       "      <td>7.231286</td>\n",
       "      <td>9.259286</td>\n",
       "      <td>0.057714</td>\n",
       "      <td>6.557143</td>\n",
       "      <td>4.667238</td>\n",
       "      <td>7.268190</td>\n",
       "      <td>9.410571</td>\n",
       "      <td>0.056667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-25</th>\n",
       "      <td>6.527500</td>\n",
       "      <td>4.708750</td>\n",
       "      <td>7.193250</td>\n",
       "      <td>9.142750</td>\n",
       "      <td>0.058250</td>\n",
       "      <td>6.525000</td>\n",
       "      <td>4.686250</td>\n",
       "      <td>7.226375</td>\n",
       "      <td>9.237125</td>\n",
       "      <td>0.057750</td>\n",
       "      <td>6.554762</td>\n",
       "      <td>4.672810</td>\n",
       "      <td>7.270095</td>\n",
       "      <td>9.394810</td>\n",
       "      <td>0.056762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-26</th>\n",
       "      <td>6.530000</td>\n",
       "      <td>4.699200</td>\n",
       "      <td>7.184200</td>\n",
       "      <td>9.133400</td>\n",
       "      <td>0.058000</td>\n",
       "      <td>6.527500</td>\n",
       "      <td>4.689250</td>\n",
       "      <td>7.211250</td>\n",
       "      <td>9.208125</td>\n",
       "      <td>0.057750</td>\n",
       "      <td>6.552857</td>\n",
       "      <td>4.674571</td>\n",
       "      <td>7.269143</td>\n",
       "      <td>9.379714</td>\n",
       "      <td>0.056857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-29</th>\n",
       "      <td>6.540000</td>\n",
       "      <td>4.688333</td>\n",
       "      <td>7.153333</td>\n",
       "      <td>9.096000</td>\n",
       "      <td>0.057667</td>\n",
       "      <td>6.533333</td>\n",
       "      <td>4.695833</td>\n",
       "      <td>7.173500</td>\n",
       "      <td>9.129500</td>\n",
       "      <td>0.058000</td>\n",
       "      <td>6.550500</td>\n",
       "      <td>4.676600</td>\n",
       "      <td>7.272750</td>\n",
       "      <td>9.363500</td>\n",
       "      <td>0.057150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-01</th>\n",
       "      <td>6.546667</td>\n",
       "      <td>4.679667</td>\n",
       "      <td>7.129333</td>\n",
       "      <td>9.105333</td>\n",
       "      <td>0.057333</td>\n",
       "      <td>6.535714</td>\n",
       "      <td>4.696286</td>\n",
       "      <td>7.165857</td>\n",
       "      <td>9.126714</td>\n",
       "      <td>0.057857</td>\n",
       "      <td>6.550476</td>\n",
       "      <td>4.677667</td>\n",
       "      <td>7.265476</td>\n",
       "      <td>9.351429</td>\n",
       "      <td>0.057143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-02</th>\n",
       "      <td>6.550000</td>\n",
       "      <td>4.718667</td>\n",
       "      <td>7.120000</td>\n",
       "      <td>9.152667</td>\n",
       "      <td>0.057667</td>\n",
       "      <td>6.537500</td>\n",
       "      <td>4.706500</td>\n",
       "      <td>7.160125</td>\n",
       "      <td>9.140625</td>\n",
       "      <td>0.057875</td>\n",
       "      <td>6.549048</td>\n",
       "      <td>4.682333</td>\n",
       "      <td>7.263190</td>\n",
       "      <td>9.339857</td>\n",
       "      <td>0.057333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-03</th>\n",
       "      <td>6.545000</td>\n",
       "      <td>4.739250</td>\n",
       "      <td>7.128000</td>\n",
       "      <td>9.183500</td>\n",
       "      <td>0.057750</td>\n",
       "      <td>6.538750</td>\n",
       "      <td>4.717750</td>\n",
       "      <td>7.155500</td>\n",
       "      <td>9.142500</td>\n",
       "      <td>0.057875</td>\n",
       "      <td>6.546667</td>\n",
       "      <td>4.690429</td>\n",
       "      <td>7.261714</td>\n",
       "      <td>9.330095</td>\n",
       "      <td>0.057476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-04</th>\n",
       "      <td>6.538000</td>\n",
       "      <td>4.760200</td>\n",
       "      <td>7.134800</td>\n",
       "      <td>9.196200</td>\n",
       "      <td>0.057600</td>\n",
       "      <td>6.536250</td>\n",
       "      <td>4.735625</td>\n",
       "      <td>7.150750</td>\n",
       "      <td>9.155125</td>\n",
       "      <td>0.057750</td>\n",
       "      <td>6.543333</td>\n",
       "      <td>4.696476</td>\n",
       "      <td>7.254619</td>\n",
       "      <td>9.313000</td>\n",
       "      <td>0.057524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-07</th>\n",
       "      <td>6.520000</td>\n",
       "      <td>4.838000</td>\n",
       "      <td>7.165000</td>\n",
       "      <td>9.283667</td>\n",
       "      <td>0.057333</td>\n",
       "      <td>6.535000</td>\n",
       "      <td>4.778333</td>\n",
       "      <td>7.142500</td>\n",
       "      <td>9.218167</td>\n",
       "      <td>0.057500</td>\n",
       "      <td>6.540000</td>\n",
       "      <td>4.706450</td>\n",
       "      <td>7.242050</td>\n",
       "      <td>9.290100</td>\n",
       "      <td>0.057650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-08</th>\n",
       "      <td>6.510000</td>\n",
       "      <td>4.849667</td>\n",
       "      <td>7.167333</td>\n",
       "      <td>9.269333</td>\n",
       "      <td>0.057333</td>\n",
       "      <td>6.530000</td>\n",
       "      <td>4.786571</td>\n",
       "      <td>7.144857</td>\n",
       "      <td>9.220286</td>\n",
       "      <td>0.057571</td>\n",
       "      <td>6.538095</td>\n",
       "      <td>4.712619</td>\n",
       "      <td>7.238095</td>\n",
       "      <td>9.287381</td>\n",
       "      <td>0.057667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             us_yuan  aud_yuan euro_yuan pound_yuan  yen_yuan   us_yuan  \\\n",
       "                  5D        5D        5D         5D        5D       10D   \n",
       "date                                                                      \n",
       "2016-01-04  6.530000  4.694000  7.075000   9.603000  0.055000  6.530000   \n",
       "2016-01-05  6.525000  4.682000  7.043000   9.595500  0.055000  6.525000   \n",
       "2016-01-06  6.536667  4.667667  7.051667   9.589333  0.055000  6.536667   \n",
       "2016-01-07  6.550000  4.656000  7.089250   9.597000  0.055250  6.550000   \n",
       "2016-01-08  6.558000  4.641400  7.110200   9.587800  0.055400  6.558000   \n",
       "2016-01-11  6.583333  4.599333  7.176667   9.587333  0.056000  6.560000   \n",
       "2016-01-12  6.576667  4.589333  7.154000   9.536333  0.056000  6.561429   \n",
       "2016-01-13  6.570000  4.584667  7.139000   9.526667  0.056000  6.562500   \n",
       "2016-01-14  6.575000  4.589000  7.145000   9.519000  0.056000  6.570000   \n",
       "2016-01-15  6.576000  4.574400  7.152600   9.497800  0.056000  6.577500   \n",
       "2016-01-19  6.580000  4.531500  7.179500   9.380000  0.056000  6.576667   \n",
       "2016-01-20  6.580000  4.545500  7.172000   9.347000  0.056500  6.577143   \n",
       "2016-01-21  6.580000  4.565333  7.165333   9.347000  0.056333  6.578571   \n",
       "2016-01-22  6.580000  4.576000  7.150500   9.363500  0.056250  6.580000   \n",
       "2016-01-25  6.580000  4.596333  7.131667   9.369000  0.056000  6.580000   \n",
       "2016-01-26  6.580000  4.597333  7.131667   9.391000  0.056000  6.580000   \n",
       "2016-01-27  6.580000  4.602667  7.152333   9.391000  0.055667  6.580000   \n",
       "2016-01-28  6.577500  4.615250  7.161250   9.410000  0.055500  6.578750   \n",
       "2016-01-29  6.578000  4.624200  7.154800   9.397400  0.055200  6.578750   \n",
       "2016-02-01  6.576667  4.664333  7.161667   9.431667  0.054333  6.578333   \n",
       "2016-02-02  6.580000  4.657000  7.160000   9.436333  0.054333  6.578571   \n",
       "2016-02-03  6.580000  4.676000  7.220667   9.522667  0.055000  6.578750   \n",
       "2016-02-04  6.575000  4.687750  7.254000   9.536250  0.055250  6.576250   \n",
       "2016-02-05  6.574000  4.678800  7.269800   9.533400  0.055400  6.575000   \n",
       "2016-02-08  6.566667  4.674000  7.348000   9.522000  0.056333  6.573333   \n",
       "2016-02-09  6.570000  4.648333  7.368333   9.503667  0.056667  6.572857   \n",
       "2016-02-10  6.570000  4.655000  7.395667   9.503667  0.057333  6.572500   \n",
       "2016-02-11  6.570000  4.658750  7.407000   9.494500  0.057750  6.571250   \n",
       "2016-02-12  6.570000  4.661600  7.405400   9.500000  0.057800  6.570000   \n",
       "2016-02-16  6.545000  4.655000  7.334000   9.425000  0.057500  6.561667   \n",
       "2016-02-17  6.525000  4.664000  7.266500   9.335000  0.057000  6.557143   \n",
       "2016-02-18  6.523333  4.665000  7.259000   9.332667  0.057000  6.550000   \n",
       "2016-02-19  6.522500  4.663750  7.259500   9.331500  0.057250  6.542857   \n",
       "2016-02-22  6.520000  4.679333  7.231333   9.305667  0.057667  6.522000   \n",
       "2016-02-23  6.523333  4.690667  7.216667   9.245000  0.058000  6.523333   \n",
       "2016-02-24  6.526667  4.703333  7.193667   9.163000  0.058333  6.524286   \n",
       "2016-02-25  6.527500  4.708750  7.193250   9.142750  0.058250  6.525000   \n",
       "2016-02-26  6.530000  4.699200  7.184200   9.133400  0.058000  6.527500   \n",
       "2016-02-29  6.540000  4.688333  7.153333   9.096000  0.057667  6.533333   \n",
       "2016-03-01  6.546667  4.679667  7.129333   9.105333  0.057333  6.535714   \n",
       "2016-03-02  6.550000  4.718667  7.120000   9.152667  0.057667  6.537500   \n",
       "2016-03-03  6.545000  4.739250  7.128000   9.183500  0.057750  6.538750   \n",
       "2016-03-04  6.538000  4.760200  7.134800   9.196200  0.057600  6.536250   \n",
       "2016-03-07  6.520000  4.838000  7.165000   9.283667  0.057333  6.535000   \n",
       "2016-03-08  6.510000  4.849667  7.167333   9.269333  0.057333  6.530000   \n",
       "\n",
       "            aud_yuan euro_yuan pound_yuan  yen_yuan   us_yuan  aud_yuan  \\\n",
       "                 10D       10D        10D       10D       30D       30D   \n",
       "date                                                                      \n",
       "2016-01-04  4.694000  7.075000   9.603000  0.055000  6.530000  4.694000   \n",
       "2016-01-05  4.682000  7.043000   9.595500  0.055000  6.525000  4.682000   \n",
       "2016-01-06  4.667667  7.051667   9.589333  0.055000  6.536667  4.667667   \n",
       "2016-01-07  4.656000  7.089250   9.597000  0.055250  6.550000  4.656000   \n",
       "2016-01-08  4.641400  7.110200   9.587800  0.055400  6.558000  4.641400   \n",
       "2016-01-11  4.633500  7.114167   9.588333  0.055500  6.560000  4.633500   \n",
       "2016-01-12  4.627429  7.117000   9.571000  0.055571  6.561429  4.627429   \n",
       "2016-01-13  4.620125  7.121000   9.564875  0.055625  6.562500  4.620125   \n",
       "2016-01-14  4.608625  7.132000   9.551500  0.055750  6.565556  4.618111   \n",
       "2016-01-15  4.589375  7.153500   9.529625  0.055875  6.567000  4.607900   \n",
       "2016-01-19  4.569833  7.156500   9.472667  0.056000  6.568182  4.602364   \n",
       "2016-01-20  4.566143  7.158143   9.454714  0.056143  6.569167  4.597500   \n",
       "2016-01-21  4.567714  7.160714   9.419857  0.056143  6.570000  4.598077   \n",
       "2016-01-22  4.570143  7.156714   9.412143  0.056143  6.570714  4.598786   \n",
       "2016-01-25  4.576000  7.147800   9.360200  0.056200  6.571333  4.597267   \n",
       "2016-01-26  4.581333  7.148500   9.369000  0.056167  6.571875  4.597938   \n",
       "2016-01-27  4.587429  7.151286   9.375286  0.056000  6.572353  4.599471   \n",
       "2016-01-28  4.595625  7.155875   9.386750  0.055875  6.572222  4.602444   \n",
       "2016-01-29  4.609750  7.150000   9.386750  0.055625  6.572632  4.605474   \n",
       "2016-02-01  4.633500  7.157000   9.411333  0.055000  6.573000  4.609200   \n",
       "2016-02-02  4.633143  7.160714   9.421286  0.055000  6.573333  4.610238   \n",
       "2016-02-03  4.643625  7.179500   9.444375  0.055125  6.575714  4.611333   \n",
       "2016-02-04  4.662000  7.206625   9.473125  0.055125  6.577619  4.613857   \n",
       "2016-02-05  4.666375  7.229250   9.486750  0.055125  6.578095  4.614048   \n",
       "2016-02-08  4.675000  7.284333   9.522333  0.055667  6.576500  4.617350   \n",
       "2016-02-09  4.670857  7.303000   9.522286  0.055857  6.576190  4.618714   \n",
       "2016-02-10  4.669875  7.317000   9.522250  0.056125  6.576190  4.622000   \n",
       "2016-02-11  4.668625  7.351125   9.520500  0.056750  6.576190  4.625762   \n",
       "2016-02-12  4.673875  7.378125   9.525625  0.057125  6.576190  4.630714   \n",
       "2016-02-16  4.657500  7.382667   9.471333  0.057667  6.572500  4.638200   \n",
       "2016-02-17  4.662286  7.365714   9.452857  0.057571  6.570476  4.640714   \n",
       "2016-02-18  4.663857  7.349571   9.433000  0.057571  6.567619  4.646429   \n",
       "2016-02-19  4.665857  7.327571   9.405286  0.057714  6.564762  4.651952   \n",
       "2016-02-22  4.673200  7.245400   9.317400  0.057400  6.561000  4.659450   \n",
       "2016-02-23  4.677833  7.237833   9.288833  0.057500  6.559524  4.661429   \n",
       "2016-02-24  4.680714  7.231286   9.259286  0.057714  6.557143  4.667238   \n",
       "2016-02-25  4.686250  7.226375   9.237125  0.057750  6.554762  4.672810   \n",
       "2016-02-26  4.689250  7.211250   9.208125  0.057750  6.552857  4.674571   \n",
       "2016-02-29  4.695833  7.173500   9.129500  0.058000  6.550500  4.676600   \n",
       "2016-03-01  4.696286  7.165857   9.126714  0.057857  6.550476  4.677667   \n",
       "2016-03-02  4.706500  7.160125   9.140625  0.057875  6.549048  4.682333   \n",
       "2016-03-03  4.717750  7.155500   9.142500  0.057875  6.546667  4.690429   \n",
       "2016-03-04  4.735625  7.150750   9.155125  0.057750  6.543333  4.696476   \n",
       "2016-03-07  4.778333  7.142500   9.218167  0.057500  6.540000  4.706450   \n",
       "2016-03-08  4.786571  7.144857   9.220286  0.057571  6.538095  4.712619   \n",
       "\n",
       "           euro_yuan pound_yuan  yen_yuan  \n",
       "                 30D        30D       30D  \n",
       "date                                       \n",
       "2016-01-04  7.075000   9.603000  0.055000  \n",
       "2016-01-05  7.043000   9.595500  0.055000  \n",
       "2016-01-06  7.051667   9.589333  0.055000  \n",
       "2016-01-07  7.089250   9.597000  0.055250  \n",
       "2016-01-08  7.110200   9.587800  0.055400  \n",
       "2016-01-11  7.114167   9.588333  0.055500  \n",
       "2016-01-12  7.117000   9.571000  0.055571  \n",
       "2016-01-13  7.121000   9.564875  0.055625  \n",
       "2016-01-14  7.125667   9.557222  0.055667  \n",
       "2016-01-15  7.131400   9.542800  0.055700  \n",
       "2016-01-19  7.135455   9.525000  0.055727  \n",
       "2016-01-20  7.138167   9.510167  0.055833  \n",
       "2016-01-21  7.139231   9.497615  0.055846  \n",
       "2016-01-22  7.136857   9.491571  0.055857  \n",
       "2016-01-25  7.136867   9.481933  0.055867  \n",
       "2016-01-26  7.137812   9.477625  0.055875  \n",
       "2016-01-27  7.139588   9.473824  0.055824  \n",
       "2016-01-28  7.142278   9.473444  0.055778  \n",
       "2016-01-29  7.141579   9.466789  0.055684  \n",
       "2016-02-01  7.142900   9.467500  0.055600  \n",
       "2016-02-02  7.144810   9.468143  0.055571  \n",
       "2016-02-03  7.156048   9.468286  0.055619  \n",
       "2016-02-04  7.172381   9.467762  0.055667  \n",
       "2016-02-05  7.184952   9.465143  0.055714  \n",
       "2016-02-08  7.192250   9.453200  0.055750  \n",
       "2016-02-09  7.202857   9.456476  0.055810  \n",
       "2016-02-10  7.216238   9.453190  0.055905  \n",
       "2016-02-11  7.230857   9.453190  0.056048  \n",
       "2016-02-12  7.242762   9.453190  0.056143  \n",
       "2016-02-16  7.251050   9.446800  0.056200  \n",
       "2016-02-17  7.251667   9.441810  0.056238  \n",
       "2016-02-18  7.254905   9.440905  0.056286  \n",
       "2016-02-19  7.259333   9.440000  0.056333  \n",
       "2016-02-22  7.268850   9.437050  0.056450  \n",
       "2016-02-23  7.265571   9.423190  0.056524  \n",
       "2016-02-24  7.268190   9.410571  0.056667  \n",
       "2016-02-25  7.270095   9.394810  0.056762  \n",
       "2016-02-26  7.269143   9.379714  0.056857  \n",
       "2016-02-29  7.272750   9.363500  0.057150  \n",
       "2016-03-01  7.265476   9.351429  0.057143  \n",
       "2016-03-02  7.263190   9.339857  0.057333  \n",
       "2016-03-03  7.261714   9.330095  0.057476  \n",
       "2016-03-04  7.254619   9.313000  0.057524  \n",
       "2016-03-07  7.242050   9.290100  0.057650  \n",
       "2016-03-08  7.238095   9.287381  0.057667  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rolling_means = [exchange2.rolling(str(days) + 'D').mean() for days in (5, 10, 30)]\n",
    "rolling_means_df = pd.concat(rolling_means, axis=1, keys=['5D', '10D', '30D'])\n",
    "rolling_means_df.columns = rolling_means_df.columns.swaplevel()\n",
    "rolling_means_df.head(45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1310a6d0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.concat([exchange2['us_yuan'], rolling_means_df['us_yuan']], axis=1).plot(figsize=(20, 10))"
   ]
  }
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